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Composable Text Control Operations in Latent Space with Ordinary Differential Equations


Aug 01, 2022
Guangyi Liu, Zeyu Feng, Yuan Gao, Zichao Yang, Xiaodan Liang, Junwei Bao, Xiaodong He, Shuguang Cui, Zhen Li, Zhiting Hu

* 20 Pages, Code: https://github.com/guangyliu/LatentOps 

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TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding


May 12, 2022
Le Zhang, Zichao Yang, Diyi Yang

* Accepted to NAACL2022 main conference 

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Dense-to-Sparse Gate for Mixture-of-Experts


Dec 29, 2021
Xiaonan Nie, Shijie Cao, Xupeng Miao, Lingxiao Ma, Jilong Xue, Youshan Miao, Zichao Yang, Zhi Yang, Bin Cui


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Don't Take It Literally: An Edit-Invariant Sequence Loss for Text Generation


Jul 23, 2021
Guangyi Liu, Zichao Yang, Tianhua Tao, Xiaodan Liang, Zhen Li, Bowen Zhou, Shuguang Cui, Zhiting Hu

* 10 pages, 5 figures 

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Local Additivity Based Data Augmentation for Semi-supervised NER


Oct 04, 2020
Jiaao Chen, Zhenghui Wang, Ran Tian, Zichao Yang, Diyi Yang

* EMNLP 2020 

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Progressive Generation of Long Text


Jun 28, 2020
Bowen Tan, Zichao Yang, Maruan AI-Shedivat, Eric P. Xing, Zhiting Hu

* Code available at https://github.com/tanyuqian/progressive-generation 

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MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification


Apr 25, 2020
Jiaao Chen, Zichao Yang, Diyi Yang

* ACL 2020 

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Multimodal Intelligence: Representation Learning, Information Fusion, and Applications


Nov 10, 2019
Chao Zhang, Zichao Yang, Xiaodong He, Li Deng


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Toward Unsupervised Text Content Manipulation


Feb 08, 2019
Wentao Wang, Zhiting Hu, Zichao Yang, Haoran Shi, Frank Xu, Eric Xing

* The first 2 authors contributed equally. Dataset is released at https://github.com/ZhitingHu/text_content_manipulation 

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